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[통계이야기] Multivariable vs. Multivariate Model

통계 분석을 할 때 헷갈리는 용어들이 있다.

그 중 하나는 Multivariable Model 과 Multivariate Model 이다. 

 

특징 Multivariable Model Multivariate Model
Dependent Variable One Multiple
Focus Single outcome predicted by multiple predictors Multiple outcomes predicted simultaneously by multiple predictors, considering relationships among outcomes.
Complexity Generally less complex Generally more complex
Goal Understand the impact of multiple predictors on a single outcome Understand the relationships between multiple predictors and multiple outcomes, accounting for correlations among the outcomes